
> library(data.table)
data.table 1.14.7 IN DEVELOPMENT built 2022-11-20 22:59:45 UTC; root using 4 threads (see ?getDTthreads).  Latest news: r-datatable.com
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This development version of data.table was built more than 4 weeks ago. Please update: data.table::update_dev_pkg()
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> load("data/analysis_data.RData")

> set.seed(90864001)

> respondent_candidate_data <- respondent_candidate_data[
+   n_attention_fails <= 1 &
+     support_2016 != "Trump" &
+     trump_least_preferred == 1
+ ]

> ranking_means <- respondent_candidate_data[, .(
+   mean_ranking = mean(ranking),
+   mean_ranking_electability_last = mean(ranking[electability_last == 1]),
+   mean_ranking_preferences_last = mean(ranking[electability_last == 0]),
+   pct_first_choice_electability_last = mean(ranking[electability_last == 1] == 1),
+   pct_first_choice_preferences_last = mean(ranking[electability_last == 0] == 1)
+   ), candidate][order(mean_ranking), .(candidate,
+     mean_ranking = round(mean_ranking, 1),
+     mean_ranking_electability_last = round(mean_ranking_electability_last, 1),
+     mean_ranking_preferences_last = round(mean_ranking_preferences_last, 1),
+     ranking_electability_last = rank(mean_ranking_electability_last),
+     ranking_preferences_last = rank(mean_ranking_preferences_last),
+     pct_first_choice_electability_last = round(100*pct_first_choice_electability_last, 1),
+     pct_first_choice_preferences_last = round(100*pct_first_choice_preferences_last, 1),
+     round(100 * pct_first_choice_electability_last - 100 * pct_first_choice_preferences_last, 1)
+     )]

> ranking_means
   candidate mean_ranking mean_ranking_electability_last mean_ranking_preferences_last
      <fctr>        <num>                          <num>                         <num>
1:     Biden          2.8                            2.7                           2.8
2:   Sanders          3.1                            3.0                           3.1
3:    Warren          3.2                            3.2                           3.1
4: Bloomberg          4.2                            4.2                           4.2
5: Buttigieg          4.4                            4.5                           4.4
6:      Yang          5.1                            5.1                           5.2
7: Klobuchar          5.2                            5.4                           5.1
   ranking_electability_last ranking_preferences_last
                       <num>                    <num>
1:                         1                        1
2:                         2                        2
3:                         3                        3
4:                         4                        4
5:                         5                        5
6:                         6                        7
7:                         7                        6
   pct_first_choice_electability_last pct_first_choice_preferences_last    V9
                                <num>                             <num> <num>
1:                               37.3                              35.0   2.3
2:                               27.4                              22.9   4.5
3:                               16.0                              16.0   0.0
4:                               10.9                              11.2  -0.3
5:                                4.1                               8.3  -4.2
6:                                3.4                               4.0  -0.7
7:                                1.0                               2.6  -1.7

> # subject_ids <- respondent_candidate_data[, unique(subject_id)]
> # subject_data_list <- lapply(subject_ids, function(ID) {
> #   respondent_candidate_data[subject_id == ID,
> #     .(ranking, candidate, electability_last)]
> # })
> # boot <- function(i) {
> #   boot_subject_ids <- sample(seq_along(subject_data_list), replace = TRUE)
> #   boot_data <- rbindlist(lapply(boot_subject_ids,
> #     function(ID) subject_data_list[[ID]]))
> #   boot_data[, .(
> #     mean_ranking = mean(ranking),
> #     mean_ranking_electability_last = mean(ranking[electability_last == 1]),
> #     mean_ranking_preferences_last = mean(ranking[electability_last == 0]),
> #     pct_first_choice_electability_last = mean(ranking[electability_last == 1] == 1),
> #     pct_first_choice_preferences_last = mean(ranking[electability_last == 0] == 1)
> #   ), candidate][order(mean_ranking), .(
> #     candidate,
> #     mean_ranking = round(mean_ranking, 3),
> #     mean_ranking_electability_last = round(mean_ranking_electability_last, 3),
> #     mean_ranking_preferences_last = round(mean_ranking_preferences_last, 3),
> #     pct_first_choice_electability_last = round(pct_first_choice_electability_last, 3),
> #     pct_first_choice_preferences_last = round(pct_first_choice_preferences_last, 3)
> #   )]
> # }
> # boots <- rbindlist(lapply(1:1000, boot))
> # boots[, quantile(V2, .025), candidate]
> # boots[, quantile(V2, .975), candidate]
> 
> # library(rstanarm)
> # options(mc.cores = parallel::detectCores())
> # set.seed(2)
> # model <- stan_glmer(1 * (ranking == 1) ~ (electability_last | candidate),
> #   data = respondent_candidate_data, family = binomial,
> #   prior = default_prior_coef(family),
> #   prior_intercept = default_prior_intercept(family),
> #   prior_aux = exponential(autoscale = TRUE),
> #   prior_covariance = decov(),
> #   prior_PD = FALSE)
> # confint_model <- confint(model)
> 
> 
> respondent_data <- respondent_data[
+   n_attention_fails <= 1 &
+     support_2016 != "Trump" &
+     trump_least_preferred == 1]

> respondent_data[ranking_biden == 1, first_choice := "Biden"]

> respondent_data[ranking_sanders == 1, first_choice := "Sanders"]

> respondent_data[ranking_warren == 1, first_choice := "Warren"]

> respondent_data[ranking_buttigieg == 1, first_choice := "Buttigieg"]

> respondent_data[ranking_bloomberg == 1, first_choice := "Bloomberg"]

> respondent_data[ranking_klobuchar == 1, first_choice := "Klobuchar"]

> respondent_data[ranking_yang == 1, first_choice := "Yang"]

> respondent_data[, first_choice := factor(first_choice,
+   levels = c("Biden", "Bloomberg", "Buttigieg", "Klobuchar",
+     "Sanders", "Warren", "Yang"))]

> respondent_candidate_data[, t.test(ranking == 1 ~ order)$p.value, candidate]
   candidate         V1
      <fctr>      <num>
1:   Sanders 0.13437732
2:    Warren 0.99113416
3:     Biden 0.49251462
4: Buttigieg 0.01164749
5: Bloomberg 0.89226742
6: Klobuchar 0.07240956
7:      Yang 0.61629581

> library(nnet)

> model <- nnet::multinom(first_choice ~ order, data = respondent_data)
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.978277
iter  20 value 1342.810662
iter  20 value 1342.810662
iter  20 value 1342.810662
final  value 1342.810662 
converged

> perm <- function(x) {
+   coef(nnet::multinom(first_choice ~ order, respondent_data[, .(first_choice, order = sample(order))]))
+ }

> set.seed(2)

> perms <- lapply(1:1000, perm)
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.756539
final  value 1345.319219 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.072159
final  value 1347.444147 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.061538
final  value 1342.626846 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.807768
final  value 1343.693532 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.230344
final  value 1340.585734 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.813672
final  value 1346.496390 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.891145
final  value 1347.212915 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.231616
final  value 1343.351739 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.461569
final  value 1341.917383 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.748057
final  value 1347.025220 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.116054
final  value 1347.564244 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.175942
final  value 1347.849671 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.466929
final  value 1344.248812 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.288949
final  value 1346.148389 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.644415
final  value 1343.824897 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.980303
final  value 1346.389866 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.551558
final  value 1347.726042 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.174912
final  value 1347.333177 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.229184
final  value 1343.483266 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.738956
final  value 1343.371467 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.612117
final  value 1343.362887 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.056568
final  value 1344.556633 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.849822
final  value 1343.692342 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.800401
final  value 1345.937162 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.641147
final  value 1347.926179 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.334660
final  value 1347.104019 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.664378
final  value 1346.441695 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.097206
final  value 1346.506109 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.267056
final  value 1343.035351 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.654746
final  value 1347.927703 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.689586
iter  20 value 1344.467957
iter  20 value 1344.467956
iter  20 value 1344.467956
final  value 1344.467956 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.817638
final  value 1345.160903 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.691366
final  value 1347.816062 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.642892
final  value 1346.473024 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.575472
final  value 1347.835059 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.336989
final  value 1347.063210 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.850169
final  value 1348.016958 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.560013
final  value 1347.268265 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.651339
iter  20 value 1342.144630
iter  20 value 1342.144629
iter  20 value 1342.144629
final  value 1342.144629 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.909646
final  value 1346.470074 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.612976
final  value 1347.304325 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.977397
final  value 1345.611911 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.499671
final  value 1344.989684 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.444675
final  value 1346.401524 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.535095
final  value 1346.152486 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.025973
final  value 1345.838247 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.134555
final  value 1346.477238 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.605378
final  value 1348.232553 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.130722
final  value 1345.442335 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.673964
final  value 1346.821675 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.382101
iter  20 value 1339.061968
final  value 1339.061953 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.160311
final  value 1346.026939 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.070933
final  value 1346.596923 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.264194
final  value 1347.700200 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.028099
final  value 1347.327301 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.076219
final  value 1347.110897 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.135539
final  value 1347.539990 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.989080
final  value 1342.792793 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.746837
final  value 1346.643963 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.474814
final  value 1344.835928 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.374975
final  value 1344.025599 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.221526
final  value 1347.659909 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.581031
final  value 1344.607366 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.772627
final  value 1345.495729 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.393712
final  value 1347.164221 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.309852
final  value 1345.531783 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.454881
final  value 1346.445185 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.684332
final  value 1346.073675 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.930797
final  value 1345.503190 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.511557
final  value 1347.724916 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.444405
final  value 1346.354373 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.414052
final  value 1345.501867 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.106407
final  value 1346.332532 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.446715
final  value 1345.387429 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.112428
final  value 1347.352852 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.341944
final  value 1347.245239 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.287345
final  value 1347.586637 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.896690
final  value 1341.647399 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.704360
final  value 1346.090810 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.866458
final  value 1346.341027 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.164484
final  value 1346.478821 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.583723
final  value 1346.822587 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.112929
final  value 1345.263323 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.722417
final  value 1346.192722 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.450768
final  value 1347.846596 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.413004
final  value 1347.184551 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.283310
final  value 1346.589260 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.414546
final  value 1347.439346 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.218157
final  value 1344.047532 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.770773
final  value 1343.293524 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.858535
final  value 1347.474704 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.220095
final  value 1345.389898 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.702387
final  value 1345.938053 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.188469
final  value 1346.701474 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.423174
final  value 1342.668703 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.083295
final  value 1343.283150 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.788626
final  value 1348.301823 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.338355
final  value 1343.537087 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.666082
final  value 1346.290106 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.169196
final  value 1344.912647 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.323037
final  value 1345.641299 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.086561
final  value 1343.557804 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.031536
final  value 1345.756421 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.474290
final  value 1346.559810 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.535773
final  value 1345.047654 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.539877
final  value 1346.193806 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.313314
final  value 1347.404819 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.857197
final  value 1343.471000 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.280608
final  value 1348.021856 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.213924
final  value 1346.791569 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.682520
final  value 1347.990836 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.061713
final  value 1347.672588 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.070328
final  value 1346.954108 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.749331
final  value 1347.057103 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.110082
final  value 1346.624875 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.486676
final  value 1347.235241 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.957146
final  value 1341.497475 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.109861
final  value 1346.055379 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.744996
final  value 1346.714938 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.516861
final  value 1345.635958 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.944288
final  value 1348.041079 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.128402
final  value 1344.323036 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.195539
final  value 1345.900843 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.398268
iter  20 value 1347.277276
iter  20 value 1347.277276
iter  20 value 1347.277276
final  value 1347.277276 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.405376
final  value 1346.227112 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.655248
final  value 1344.484214 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.806893
final  value 1346.097564 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.211233
final  value 1342.152500 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.414407
final  value 1343.951475 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.574849
final  value 1345.239051 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.575094
final  value 1345.249064 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.485526
final  value 1347.624440 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.879089
final  value 1347.508114 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.094037
final  value 1343.244665 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.508208
final  value 1346.500782 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.590763
final  value 1346.889943 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.718977
final  value 1343.103870 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.918984
final  value 1346.551651 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.952754
final  value 1348.153870 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.860892
final  value 1347.898289 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.416716
final  value 1347.241176 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.878762
final  value 1345.230635 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.064327
final  value 1346.597275 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.321623
final  value 1347.433761 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.371741
final  value 1347.602127 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.409774
final  value 1344.019228 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.918636
final  value 1347.224840 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.178218
final  value 1340.647534 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.126101
final  value 1345.982612 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.755061
final  value 1347.116983 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.854277
final  value 1346.049658 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.038163
final  value 1345.901319 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.518016
final  value 1347.822412 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.919011
final  value 1346.162084 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.888101
final  value 1345.887973 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.945969
final  value 1343.674609 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.094098
final  value 1343.157998 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.415749
final  value 1345.213668 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.707621
final  value 1346.876157 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.283131
final  value 1347.512557 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.660750
final  value 1345.996485 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.184891
final  value 1346.459384 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.154169
final  value 1346.998772 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.246230
final  value 1346.610712 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.596057
final  value 1343.482913 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.144652
final  value 1346.629196 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.635150
final  value 1346.602392 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.575000
final  value 1346.630126 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.634791
final  value 1340.865375 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.640339
final  value 1347.720000 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.861961
final  value 1345.118328 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.981503
final  value 1342.244560 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.882993
final  value 1340.343949 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.202502
final  value 1342.973125 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.745041
final  value 1346.802182 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.539522
final  value 1345.830018 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.256825
final  value 1345.417161 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.089801
final  value 1345.363070 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.568104
final  value 1348.418850 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.375405
final  value 1345.504940 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.903919
final  value 1346.505064 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.937310
final  value 1346.371116 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.294492
final  value 1345.794915 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.657967
final  value 1341.858618 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.598923
final  value 1347.499139 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.526866
final  value 1343.914291 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.950590
final  value 1344.863972 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.289519
final  value 1345.008602 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.748879
final  value 1340.898382 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.133311
final  value 1343.195856 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.123443
final  value 1342.679279 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.295936
final  value 1346.984690 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.781605
final  value 1343.176160 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.172272
final  value 1346.065485 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.855117
final  value 1345.643034 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.479476
final  value 1346.807776 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.892778
final  value 1345.216412 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.611206
final  value 1347.833580 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.163915
final  value 1346.747060 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.920313
final  value 1347.956483 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.496972
final  value 1346.306647 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.762539
final  value 1346.375074 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.429831
final  value 1346.343012 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.564689
final  value 1346.092190 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.551815
final  value 1347.513247 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.500356
final  value 1344.684276 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.052179
final  value 1345.790186 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.719206
final  value 1346.271862 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.863595
final  value 1345.283831 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.001476
final  value 1345.054171 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.657759
final  value 1345.191242 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.700189
final  value 1346.130747 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.678209
final  value 1345.368388 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.236389
final  value 1342.727080 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.759787
final  value 1343.342128 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.562189
final  value 1347.044969 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.786249
final  value 1347.237306 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.745250
final  value 1342.998939 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.465002
final  value 1346.976509 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.163295
final  value 1347.791334 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.694824
final  value 1344.390090 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.355255
final  value 1344.949538 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.334891
final  value 1347.476586 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.626171
final  value 1346.534021 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.773551
final  value 1345.893102 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.990704
iter  20 value 1344.056132
iter  20 value 1344.056132
iter  20 value 1344.056132
final  value 1344.056132 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.741885
final  value 1346.815541 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.506203
final  value 1344.247305 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.652444
final  value 1341.037023 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.001915
iter  20 value 1346.154116
iter  20 value 1346.154113
iter  20 value 1346.154113
final  value 1346.154113 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.315224
final  value 1345.751310 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.992476
final  value 1346.254901 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.075679
final  value 1342.380905 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.397529
final  value 1345.564277 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.956268
final  value 1347.103396 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.644463
final  value 1345.400965 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.034917
final  value 1346.458590 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.403383
final  value 1345.189432 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.324621
final  value 1345.137338 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.587949
final  value 1345.490626 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.781337
iter  20 value 1343.108522
iter  20 value 1343.108521
iter  20 value 1343.108521
final  value 1343.108521 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.806554
final  value 1345.243576 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.229128
final  value 1347.218915 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.569449
final  value 1345.809453 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.067285
final  value 1345.807700 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.606891
final  value 1339.762740 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.415385
final  value 1346.668372 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.362585
final  value 1344.797074 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.633755
final  value 1345.421998 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.469799
final  value 1344.730672 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.389142
final  value 1342.341392 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.324162
final  value 1347.682381 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.769373
final  value 1347.912418 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.245326
final  value 1344.594411 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.942647
final  value 1345.446808 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.275794
final  value 1345.565693 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.336501
final  value 1345.760103 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.358314
final  value 1343.690250 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.721185
final  value 1346.324962 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.708016
final  value 1346.920138 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.494902
final  value 1343.235525 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.840036
final  value 1344.221384 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.244908
final  value 1346.997364 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.203880
final  value 1344.920999 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.341995
final  value 1345.707361 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.277604
final  value 1346.097448 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.371612
final  value 1348.044533 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.811315
final  value 1345.105867 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.243409
final  value 1346.504115 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.084902
final  value 1346.769573 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.458837
final  value 1345.283655 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.167407
final  value 1345.409784 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.998812
final  value 1344.448417 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.110399
final  value 1347.580893 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.614560
final  value 1347.229652 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.845006
final  value 1346.301493 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.027159
final  value 1345.245938 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.858817
final  value 1345.742776 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.104963
final  value 1346.129678 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.891687
final  value 1345.980408 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.183357
final  value 1345.557504 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.481138
final  value 1346.978410 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.691341
final  value 1347.534521 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.896287
final  value 1347.214392 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.427198
final  value 1342.321863 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.042064
final  value 1346.184501 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.075805
final  value 1345.554779 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.703020
final  value 1346.370840 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.666628
final  value 1347.266155 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.201847
final  value 1344.518880 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.374586
final  value 1345.097877 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.475969
final  value 1346.671191 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.666950
final  value 1340.657807 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.021345
final  value 1344.404914 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.201257
final  value 1346.920448 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.101241
final  value 1344.428281 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.727441
final  value 1348.160686 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.106988
final  value 1345.461883 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.880642
final  value 1346.909648 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.725011
final  value 1346.446724 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.996802
final  value 1346.820066 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.264228
final  value 1348.172460 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.343557
final  value 1346.491505 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.499834
final  value 1345.816435 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.253926
final  value 1346.531585 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.079726
final  value 1344.796446 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.562226
final  value 1344.985963 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.859472
final  value 1345.864365 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.002866
final  value 1346.036738 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.015403
final  value 1345.652360 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.119817
final  value 1345.642540 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.930329
final  value 1347.137432 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.258961
final  value 1345.784098 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.810132
final  value 1346.384102 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.139015
final  value 1342.398112 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.252390
final  value 1346.008731 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.331757
final  value 1346.697059 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.108934
final  value 1347.915289 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.011591
final  value 1346.433896 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.243403
final  value 1344.941407 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.245193
final  value 1347.552256 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.242039
final  value 1342.836747 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.463310
final  value 1344.224311 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.160534
final  value 1344.555971 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.898239
final  value 1345.594482 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.166750
final  value 1344.714195 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.806498
final  value 1344.240223 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.727441
final  value 1344.942031 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.717630
final  value 1347.477800 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.588882
final  value 1344.894875 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.193808
final  value 1347.328338 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.061990
final  value 1345.164261 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.381719
iter  20 value 1344.597890
iter  20 value 1344.597889
iter  20 value 1344.597889
final  value 1344.597889 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.630039
final  value 1346.517595 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.240344
final  value 1346.261476 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.100955
final  value 1345.821717 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.793321
final  value 1346.328866 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.490259
final  value 1343.633514 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.411057
final  value 1346.823795 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.618681
final  value 1347.536665 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.170709
final  value 1347.041920 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.740447
final  value 1347.744371 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.712549
final  value 1345.760086 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.861516
final  value 1344.783678 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.155868
final  value 1346.407187 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.895163
final  value 1345.584245 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.295444
final  value 1347.160952 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.442929
final  value 1347.160470 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.288608
final  value 1346.411714 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.095187
final  value 1346.944023 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.198222
final  value 1345.662552 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.080636
final  value 1346.217321 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.644476
final  value 1344.793974 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.851543
final  value 1346.876758 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.775699
final  value 1346.271237 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.553674
final  value 1347.102666 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.255003
final  value 1341.238250 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.780461
final  value 1344.744452 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.685096
final  value 1346.404261 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.029836
final  value 1345.045617 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.449713
final  value 1346.441154 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.509766
final  value 1345.024328 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.850885
final  value 1346.485717 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.553463
final  value 1345.025323 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.927054
final  value 1348.039678 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.525727
final  value 1346.805898 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.147670
final  value 1346.055500 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.679387
final  value 1344.723916 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.502715
final  value 1345.705537 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.889426
final  value 1345.091604 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.261443
final  value 1346.644553 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.746405
final  value 1346.155145 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.822162
final  value 1342.153213 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.906278
final  value 1345.490042 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.357270
final  value 1347.346781 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.815330
final  value 1346.934999 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.089179
final  value 1345.130202 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.584879
final  value 1346.786140 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.739494
final  value 1344.554424 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.745572
final  value 1345.978722 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.005641
final  value 1346.672071 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.359518
final  value 1346.835369 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.722164
final  value 1345.012348 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.016768
final  value 1345.998442 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.570076
final  value 1346.976471 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.082311
final  value 1343.986721 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.670516
final  value 1345.924254 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.819706
final  value 1347.360653 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.469232
final  value 1342.820799 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.265094
final  value 1347.017593 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.274859
final  value 1346.290289 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.384243
final  value 1347.280391 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.820198
final  value 1345.450893 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.778047
final  value 1346.711997 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.680831
final  value 1345.637110 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.730719
final  value 1347.158036 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.570721
final  value 1344.398724 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.194653
final  value 1345.484444 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.227511
final  value 1345.305977 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.631228
final  value 1347.313071 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.586081
final  value 1344.941981 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.418106
final  value 1343.570245 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.007311
final  value 1345.856032 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.679691
final  value 1346.089816 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.141977
final  value 1347.726360 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.989518
final  value 1347.288321 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.052740
final  value 1341.849673 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.174226
final  value 1344.042250 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.871468
final  value 1345.473907 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.759159
final  value 1345.251912 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.559942
final  value 1344.582915 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.075152
final  value 1347.085447 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.462237
final  value 1344.309794 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.841831
final  value 1345.947095 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.568066
final  value 1345.480218 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.187069
final  value 1345.899926 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.848530
final  value 1346.844925 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.482053
final  value 1343.911695 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.619591
final  value 1344.743885 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.020883
final  value 1347.470866 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.605153
final  value 1347.276082 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.575821
final  value 1346.817693 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.236389
final  value 1344.712491 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.611280
final  value 1347.697753 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.221632
final  value 1344.492487 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.461638
final  value 1343.597562 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.551120
final  value 1346.087412 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.498705
final  value 1344.262361 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.396296
final  value 1346.454068 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.479834
final  value 1346.504880 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.258837
final  value 1346.450313 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.960314
final  value 1346.673220 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.961001
final  value 1340.092254 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.585395
final  value 1347.315249 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.637205
final  value 1348.072400 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.735283
final  value 1345.381739 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.184502
final  value 1347.179989 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.614893
final  value 1347.342841 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.143335
final  value 1345.730683 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.466151
iter  20 value 1342.592453
iter  20 value 1342.592452
iter  20 value 1342.592452
final  value 1342.592452 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.949882
final  value 1346.582718 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.724836
final  value 1346.250512 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.040773
final  value 1346.081485 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.833977
final  value 1346.400745 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.227200
final  value 1346.290577 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.301224
final  value 1344.247522 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.909673
final  value 1340.809772 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.933945
final  value 1344.928162 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.112571
final  value 1346.406695 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.013399
final  value 1346.759412 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.264295
final  value 1347.214024 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.480232
final  value 1344.539509 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.467673
final  value 1346.076869 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.587732
final  value 1347.100702 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.542596
final  value 1345.138871 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.318531
final  value 1347.262114 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.605209
final  value 1342.082805 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.010254
final  value 1347.019428 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.466080
final  value 1346.717094 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.588994
final  value 1347.218539 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.594373
final  value 1344.041053 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.710230
final  value 1347.408891 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.437093
final  value 1345.259095 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.768383
final  value 1347.989170 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.789983
final  value 1344.445836 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.641607
final  value 1344.824800 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.875382
final  value 1346.869163 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.596803
final  value 1343.706045 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.770856
final  value 1346.871604 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.366730
final  value 1342.438457 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.602104
final  value 1345.202228 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.204680
final  value 1347.034275 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.328642
final  value 1347.510738 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.570453
final  value 1341.749712 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.560493
final  value 1340.306313 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.677576
final  value 1346.597152 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.259476
final  value 1345.804899 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.359546
final  value 1346.889518 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.923797
final  value 1342.404269 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.456095
final  value 1341.720939 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.214421
final  value 1345.219144 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.476419
final  value 1345.584359 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.287048
final  value 1346.651981 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.597272
iter  20 value 1345.715867
iter  20 value 1345.715866
iter  20 value 1345.715866
final  value 1345.715866 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.908525
final  value 1345.287991 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.019171
final  value 1346.081063 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.504161
final  value 1343.708932 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.200390
final  value 1344.300376 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.719493
final  value 1344.976391 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.659917
final  value 1342.055008 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.254364
final  value 1347.550557 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.121465
final  value 1346.361938 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.926175
final  value 1346.173296 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.274113
final  value 1347.892598 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.876428
final  value 1345.873812 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.211223
final  value 1344.613457 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.476681
final  value 1345.624058 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.770729
final  value 1347.150424 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.593793
final  value 1345.900068 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.075500
final  value 1344.155426 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.889095
final  value 1347.020423 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.243382
final  value 1345.767269 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.377558
final  value 1346.815549 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.066432
final  value 1344.900185 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.796063
final  value 1344.135845 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.628765
final  value 1344.917737 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.604320
final  value 1346.650810 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.420583
final  value 1344.348077 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.469583
final  value 1346.090656 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.963194
final  value 1343.290114 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.020808
final  value 1346.998370 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.923046
final  value 1347.748657 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.430007
final  value 1346.593075 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.739236
final  value 1344.194568 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.994233
final  value 1347.031332 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.167513
final  value 1347.430866 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.460002
final  value 1346.509215 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.359608
final  value 1346.392583 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.019375
final  value 1343.296494 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.580051
final  value 1345.565384 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.220324
final  value 1345.382547 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.262661
final  value 1346.473636 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.769797
final  value 1346.944909 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.046135
final  value 1348.191157 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.095717
final  value 1346.987573 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.205111
final  value 1344.465087 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.221307
final  value 1346.425397 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.849754
final  value 1345.604946 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.683434
final  value 1344.579626 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.750356
final  value 1343.800096 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.067624
final  value 1344.743866 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.569715
final  value 1345.313682 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.935050
final  value 1347.423458 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.761010
final  value 1344.703262 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1352.189650
final  value 1347.924333 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.197010
final  value 1342.520733 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.751336
final  value 1346.734634 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.269211
final  value 1345.256097 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.176302
final  value 1345.081067 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.657575
final  value 1346.745664 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.538945
final  value 1345.248947 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.527805
final  value 1344.633681 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.471656
final  value 1341.709836 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.343035
final  value 1346.415626 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.115893
final  value 1345.823466 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.141930
final  value 1344.076009 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.225580
final  value 1347.543144 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.997577
final  value 1347.769593 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.005800
final  value 1345.455611 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.425063
final  value 1345.458922 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.734893
final  value 1344.337645 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.050368
final  value 1347.763254 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.823209
final  value 1341.684306 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.866288
final  value 1347.398371 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.570562
final  value 1344.800355 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.546781
final  value 1345.236023 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.015145
final  value 1345.158603 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.925924
final  value 1346.664287 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.102697
final  value 1348.355656 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.635376
final  value 1348.005512 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.121287
final  value 1347.310414 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.397060
final  value 1346.440278 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.506871
final  value 1347.478253 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.393373
final  value 1346.401555 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.327118
final  value 1346.570763 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.795932
final  value 1343.871245 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.049954
final  value 1342.024928 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.416295
final  value 1341.811700 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.158744
final  value 1345.344833 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.268839
final  value 1346.935018 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.543465
final  value 1344.789938 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.272401
final  value 1343.222638 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.007874
final  value 1345.224364 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.124033
final  value 1345.647527 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.928326
final  value 1347.893951 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.559770
iter  20 value 1346.788106
iter  20 value 1346.788105
iter  20 value 1346.788105
final  value 1346.788105 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.442447
final  value 1345.857265 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1341.818616
final  value 1336.904364 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.244010
final  value 1345.805396 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.634980
final  value 1346.784841 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.832855
final  value 1347.770837 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.305700
final  value 1345.818900 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.770724
final  value 1343.527561 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.250259
iter  20 value 1345.728510
iter  20 value 1345.728509
iter  20 value 1345.728509
final  value 1345.728509 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.416900
final  value 1345.422906 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.022078
final  value 1346.043029 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.831461
final  value 1345.251818 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.361441
final  value 1343.086442 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.816725
final  value 1345.503172 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.626348
final  value 1347.261231 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.994007
final  value 1346.802400 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.099515
final  value 1347.930818 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.309257
final  value 1346.558322 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.675268
final  value 1344.215633 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.069852
final  value 1347.972784 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.066666
final  value 1345.253019 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.583550
final  value 1343.731268 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.290497
final  value 1345.191596 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.653421
final  value 1347.765688 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.932027
final  value 1345.945588 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.902097
final  value 1345.495427 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.694827
final  value 1346.741093 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.418328
final  value 1346.970133 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.626343
final  value 1347.969868 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.842650
final  value 1344.192117 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.284321
final  value 1343.046539 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.674316
final  value 1347.961417 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.894131
final  value 1345.857516 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.772520
final  value 1346.982916 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.757631
final  value 1347.340221 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.454786
final  value 1345.065879 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.421144
final  value 1345.663922 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.639406
final  value 1345.452674 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.167739
final  value 1344.515563 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.646460
final  value 1346.839845 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.283478
final  value 1346.769384 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.301308
final  value 1346.731908 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.815751
final  value 1345.856976 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.315168
final  value 1345.031100 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.943754
final  value 1345.281536 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.040315
final  value 1347.001851 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.556703
final  value 1347.161746 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.138812
final  value 1346.108473 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.800399
final  value 1345.121357 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.075969
final  value 1347.245807 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.437424
final  value 1347.003145 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.425499
final  value 1345.345600 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.785576
iter  20 value 1336.535802
iter  20 value 1336.535797
iter  20 value 1336.535797
final  value 1336.535797 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.385286
final  value 1344.605703 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.106272
final  value 1346.981384 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.703237
final  value 1344.821239 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.634196
final  value 1348.368464 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.823973
final  value 1348.070659 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.278271
final  value 1345.588949 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.209482
final  value 1343.815020 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.349500
final  value 1346.391504 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.722258
final  value 1345.218611 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.712522
final  value 1346.323725 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.948123
final  value 1345.709487 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.904266
final  value 1345.539230 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.973126
final  value 1345.088945 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.154799
final  value 1346.683965 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.193660
final  value 1345.267715 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.570163
final  value 1345.677040 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.877302
final  value 1347.947463 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.313484
final  value 1346.057793 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.097798
final  value 1344.025818 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.398530
final  value 1342.874496 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.355588
final  value 1342.083965 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.855403
final  value 1345.058667 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.668501
final  value 1347.684884 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.839188
final  value 1345.853218 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.565359
final  value 1342.517330 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.319939
final  value 1345.644206 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.575760
final  value 1348.067834 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.736528
final  value 1345.390544 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.904431
final  value 1346.420033 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.095412
final  value 1347.448925 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.774912
final  value 1344.899648 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.093663
final  value 1347.451277 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.171039
final  value 1346.315661 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.699247
final  value 1345.306723 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.840345
final  value 1346.996535 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.047890
final  value 1346.236944 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.075901
final  value 1341.173281 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.752132
final  value 1344.587638 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.676701
final  value 1343.236892 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.755572
final  value 1346.686373 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.176855
final  value 1345.351605 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.580874
final  value 1346.410298 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.232352
final  value 1346.851666 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.636238
final  value 1346.086117 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.860599
final  value 1341.747370 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.419738
final  value 1347.723793 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.376015
final  value 1346.324113 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.359620
final  value 1347.629415 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.505147
final  value 1346.462941 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.832185
final  value 1345.087912 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.154533
final  value 1347.015694 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.116704
final  value 1347.960970 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.209081
final  value 1347.216667 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.389589
final  value 1346.199469 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.849920
final  value 1345.145806 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.277409
final  value 1345.633897 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.109849
final  value 1346.331507 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.901081
iter  20 value 1345.964810
iter  20 value 1345.964808
iter  20 value 1345.964808
final  value 1345.964808 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.507456
final  value 1344.952657 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.213699
final  value 1345.531084 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.299563
final  value 1342.769290 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.605657
final  value 1343.676524 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.809784
final  value 1341.102314 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.792040
final  value 1346.409813 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.420269
final  value 1346.643150 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.476307
final  value 1347.034978 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.406561
final  value 1346.766291 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.830872
final  value 1341.307716 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.737101
final  value 1345.118384 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.698029
final  value 1344.215094 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.621160
final  value 1344.870396 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.037121
final  value 1345.384013 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.168740
final  value 1343.007897 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.690440
final  value 1346.743976 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.646993
final  value 1343.951484 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.350194
final  value 1346.749899 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.327028
final  value 1345.953814 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.329341
final  value 1346.601544 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.347183
final  value 1344.848063 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.445188
final  value 1346.463494 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.228016
final  value 1344.902875 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.208831
final  value 1344.676568 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.273603
final  value 1347.609124 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.193051
final  value 1346.400400 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.434847
final  value 1346.983298 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.331284
final  value 1346.762629 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.995123
final  value 1346.744949 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.099835
final  value 1347.266708 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.927283
final  value 1342.709751 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.666446
final  value 1347.285676 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.167599
final  value 1347.437851 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.239623
final  value 1343.568357 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.591402
final  value 1347.164379 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.058762
final  value 1344.765956 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.316746
final  value 1342.218614 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.410141
final  value 1346.542146 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.052138
final  value 1346.685270 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.130111
final  value 1347.106441 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.497952
final  value 1346.180983 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.685487
final  value 1347.671251 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.851203
final  value 1344.103677 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.269142
iter  20 value 1343.674378
iter  20 value 1343.674378
iter  20 value 1343.674378
final  value 1343.674378 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.383714
iter  20 value 1340.915513
iter  20 value 1340.915513
iter  20 value 1340.915513
final  value 1340.915513 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.425279
final  value 1344.938833 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1344.530491
final  value 1339.341871 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.956573
final  value 1346.898295 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.385678
final  value 1343.630694 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.807865
final  value 1347.014572 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.880585
final  value 1347.069360 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.705417
final  value 1347.164432 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.171581
final  value 1346.166809 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.290432
final  value 1346.788752 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.253018
final  value 1346.363902 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.529826
final  value 1346.254950 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.809070
final  value 1347.291833 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.121749
final  value 1347.210880 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.627098
final  value 1347.112782 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.277772
final  value 1346.178239 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.159919
final  value 1345.178830 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.729443
final  value 1347.071420 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1339.943051
final  value 1337.135003 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.797497
final  value 1346.786834 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.343201
final  value 1345.839571 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.962712
final  value 1345.289305 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.993182
final  value 1346.991223 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.225256
final  value 1346.360856 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.554884
final  value 1343.320185 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.853845
final  value 1343.715418 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.003010
final  value 1343.329439 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.019455
final  value 1343.801236 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.241079
final  value 1347.707736 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.244552
final  value 1346.893083 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.280745
final  value 1346.099377 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.159115
final  value 1345.627331 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.686314
final  value 1344.390861 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.875468
final  value 1347.482187 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.326648
iter  20 value 1342.548128
iter  20 value 1342.548128
iter  20 value 1342.548128
final  value 1342.548128 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.241197
final  value 1347.684354 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.414366
final  value 1346.131100 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.002337
final  value 1346.745190 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.945968
final  value 1345.955703 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.430033
final  value 1346.760790 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.297281
final  value 1345.422390 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.056788
final  value 1343.563673 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.136426
final  value 1344.975093 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.074010
final  value 1345.766229 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.423583
final  value 1347.396832 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.601133
final  value 1345.420558 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.150587
final  value 1345.699853 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.821571
final  value 1345.127608 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.325046
final  value 1345.447988 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.226683
final  value 1344.190024 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.371813
final  value 1347.027501 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.766377
final  value 1346.972371 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.853542
final  value 1344.686979 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.537021
final  value 1346.628966 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.738146
final  value 1346.732368 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.509140
final  value 1347.697786 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.360935
final  value 1345.757504 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.634244
final  value 1346.821285 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.541611
iter  20 value 1345.081816
iter  20 value 1345.081815
iter  20 value 1345.081815
final  value 1345.081815 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.441166
final  value 1346.288010 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.431860
final  value 1345.861422 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.750241
final  value 1347.650440 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.809524
final  value 1340.049869 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.741632
final  value 1344.691445 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.014415
final  value 1345.215406 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.452318
final  value 1345.182802 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.068133
final  value 1346.361825 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.831171
final  value 1347.580237 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.198275
final  value 1344.650098 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.810884
final  value 1346.747973 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.325480
final  value 1345.515280 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.052149
final  value 1344.778297 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.287439
final  value 1347.087971 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.641408
final  value 1343.034825 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.138552
final  value 1347.047646 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.968092
final  value 1345.975032 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.579371
final  value 1347.602692 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.882842
final  value 1342.777489 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.715804
final  value 1347.545934 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.621531
final  value 1344.918575 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.740199
final  value 1346.963727 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.839708
final  value 1347.328362 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.948332
final  value 1344.840988 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.219997
final  value 1345.343327 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.360674
final  value 1342.660466 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.546145
final  value 1345.041669 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.080371
final  value 1345.593630 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.615073
final  value 1346.069640 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.387743
final  value 1346.069783 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.392926
iter  20 value 1342.007569
iter  20 value 1342.007568
iter  20 value 1342.007568
final  value 1342.007568 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.999955
final  value 1347.850157 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.210020
final  value 1347.960707 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.249644
final  value 1342.085177 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.873551
final  value 1346.460367 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.230123
final  value 1347.384896 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1343.619132
final  value 1340.385953 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.626506
final  value 1346.880823 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.114691
final  value 1346.888810 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.653125
final  value 1348.017993 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.113249
final  value 1343.309985 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.173085
final  value 1346.034663 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.822964
final  value 1347.301487 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.743146
final  value 1344.789702 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.358170
final  value 1347.411403 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.656955
final  value 1345.580865 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.010810
final  value 1345.467533 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.152844
final  value 1347.116319 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.550229
final  value 1346.240616 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.410611
final  value 1346.453777 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.817727
final  value 1344.020555 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.338976
final  value 1345.319779 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.167667
final  value 1347.618689 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.538626
final  value 1344.284615 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.180286
final  value 1346.579785 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.932425
final  value 1345.932221 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.282148
final  value 1345.605937 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.830368
final  value 1347.543398 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.321570
final  value 1344.426304 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.606383
final  value 1347.624158 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.303355
final  value 1343.334701 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.697409
final  value 1345.276822 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.144294
final  value 1345.454177 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.051017
final  value 1347.338469 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.109916
final  value 1344.917735 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.072998
final  value 1345.547387 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.878275
iter  20 value 1341.712768
iter  20 value 1341.712768
iter  20 value 1341.712768
final  value 1341.712768 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.383036
final  value 1346.087412 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.338119
final  value 1345.959758 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.940571
final  value 1347.070666 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.136493
final  value 1347.913849 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.571989
final  value 1346.223974 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.943716
final  value 1344.379300 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.041056
final  value 1342.367022 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.459279
final  value 1343.549677 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.526310
final  value 1348.107023 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.337232
final  value 1346.083823 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.060420
final  value 1344.783448 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.792494
final  value 1343.018751 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1340.323499
iter  20 value 1336.734037
iter  20 value 1336.734037
iter  20 value 1336.734037
final  value 1336.734037 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.155929
final  value 1346.216067 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.608642
final  value 1347.422824 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.784856
final  value 1345.210677 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.032687
final  value 1347.444581 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.906029
final  value 1346.291135 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.714239
final  value 1345.273397 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.120781
final  value 1347.323961 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.863530
final  value 1347.174576 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.910308
final  value 1344.205853 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.506610
final  value 1345.280622 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.015296
final  value 1343.243735 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.437514
final  value 1346.557470 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.327074
final  value 1347.188550 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.040723
final  value 1346.010094 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.527112
final  value 1347.225329 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.758980
final  value 1346.146150 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.109057
final  value 1346.823784 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.754091
iter  20 value 1344.755765
iter  20 value 1344.755764
iter  20 value 1344.755764
final  value 1344.755764 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.131177
final  value 1345.992289 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.864273
final  value 1346.459619 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.568582
final  value 1343.284013 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.143704
final  value 1347.156621 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.612514
iter  20 value 1342.854369
iter  20 value 1342.854369
iter  20 value 1342.854369
final  value 1342.854369 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.895899
final  value 1346.970612 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.579387
final  value 1344.665871 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.867448
final  value 1347.195180 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.095045
final  value 1342.846121 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.935945
final  value 1346.701804 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.936254
final  value 1346.511113 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.914811
final  value 1344.955378 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.033852
final  value 1345.789035 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.227900
final  value 1346.391941 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.143375
final  value 1348.191551 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.681012
final  value 1345.134747 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.331180
final  value 1347.849529 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.557025
final  value 1345.523527 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.002453
final  value 1342.860049 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.680029
final  value 1346.470050 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.287195
final  value 1346.350132 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.781638
final  value 1343.729491 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.774326
final  value 1348.142204 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.123395
final  value 1343.549076 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.365778
final  value 1346.943265 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.141576
final  value 1345.606393 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.384555
final  value 1345.928516 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.751890
final  value 1346.804242 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.070117
final  value 1341.217647 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.142772
final  value 1344.576591 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.239295
final  value 1345.161546 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.145441
final  value 1343.437201 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.922037
final  value 1345.343385 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.919026
final  value 1343.541639 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.156675
final  value 1341.282856 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.448900
final  value 1347.824798 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.969257
final  value 1344.168308 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.082705
final  value 1346.169590 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.085641
final  value 1344.721819 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.847040
final  value 1344.034088 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.078455
final  value 1343.588181 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.776520
final  value 1348.251164 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.474322
final  value 1343.667413 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.950743
final  value 1344.653194 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.852574
final  value 1345.169025 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.629974
iter  20 value 1344.889469
iter  20 value 1344.889469
iter  20 value 1344.889469
final  value 1344.889469 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.434676
final  value 1345.948977 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.615482
iter  20 value 1344.685510
iter  20 value 1344.685510
iter  20 value 1344.685510
final  value 1344.685510 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.011699
final  value 1345.145044 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.973869
final  value 1343.596450 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.069771
final  value 1345.651564 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.842541
final  value 1345.679738 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.236741
final  value 1347.374450 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.909478
final  value 1346.757000 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.001159
final  value 1345.452857 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.750081
final  value 1347.865089 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.413722
final  value 1344.441548 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.105484
final  value 1347.087983 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.501705
final  value 1347.963644 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.382972
final  value 1346.480013 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.720485
final  value 1345.280002 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.817619
final  value 1345.814502 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.887326
final  value 1342.824073 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.325281
final  value 1344.037786 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.387097
final  value 1344.940241 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.221144
final  value 1342.972148 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.557691
final  value 1344.632634 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.121625
final  value 1344.583606 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.127794
final  value 1346.232491 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.018820
final  value 1342.900760 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.710010
final  value 1346.955938 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.049480
final  value 1345.171613 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.603077
final  value 1345.654684 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.507098
final  value 1344.700918 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.773573
final  value 1342.835655 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.023523
final  value 1343.887385 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.825037
final  value 1344.125344 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.851606
final  value 1345.586398 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.405100
final  value 1346.306258 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.426516
final  value 1347.383506 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.652992
final  value 1344.668279 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.057762
final  value 1346.277938 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.046185
final  value 1344.973462 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.103704
final  value 1345.751842 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.482697
final  value 1346.234199 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.544291
final  value 1346.666673 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.379233
final  value 1347.986752 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.268113
final  value 1346.224887 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.839058
final  value 1345.149039 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.710193
final  value 1347.574125 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.510678
final  value 1346.874202 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.475546
final  value 1342.593086 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.832282
final  value 1346.728487 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.948302
final  value 1346.698842 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.342465
final  value 1346.002169 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.360593
final  value 1347.119659 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1351.084723
final  value 1346.336717 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.135508
final  value 1346.044162 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.658137
final  value 1342.976886 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1348.649907
final  value 1346.592312 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.083189
final  value 1347.119849 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.646840
final  value 1344.043343 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.485565
final  value 1346.788023 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.078032
final  value 1343.147243 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.871472
final  value 1346.584380 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1349.671132
final  value 1346.851741 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1345.785023
iter  20 value 1342.367948
iter  20 value 1342.367948
iter  20 value 1342.367948
final  value 1342.367948 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1347.506100
final  value 1345.725894 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.077165
final  value 1346.504034 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.558861
final  value 1347.908536 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.797911
final  value 1346.393455 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1350.650781
final  value 1347.747125 
converged
# weights:  21 (12 variable)
initial  value 1620.943154 
iter  10 value 1346.611076
final  value 1344.834011 
converged

> coefs <- do.call(rbind, lapply(perms, function(x) x[, 2]))

> model
Call:
nnet::multinom(formula = first_choice ~ order, data = respondent_data)

Coefficients:
          (Intercept) orderPreferences Elicited Last
Bloomberg  -1.2302892                     0.09000339
Buttigieg  -2.2037358                     0.76865084
Klobuchar  -3.6506547                     1.05810171
Sanders    -0.3095631                    -0.11652149
Warren     -0.8472979                     0.06155675
Yang       -2.3978900                     0.24067516

Residual Deviance: 2685.621 
AIC: 2709.621 

> sapply(1:6, function(x) 2 * min(
+   mean(coefs[, x] > coef(model)[x, 2]),
+   mean(coefs[, x] < coef(model)[x, 2])))
[1] 0.712 0.008 0.070 0.506 0.724 0.516

> # mean(coefs[, 1] > coef(model)[1, 2])
> # mean(coefs[, 1] > coef(model)[1, 2])
> # mean(coefs[, 1] > coef(model)[1, 2])
> # mean(coefs[, 1] > coef(model)[1, 2])
> # apply(coefs, 2, quantile, .975)
> #
> # set.seed(2)
> # perms <- sapply(1:1000, function(i)
> #   respondent_candidate_data[,
> #     .(candidate,
> #       electability_last = sample(electability_last),
> #       win = as.numeric(ranking >=7))][,
> #       mean(win[electability_last == 1]) - mean(win[electability_last == 0]),
> #       candidate][, sum(V1^2)])
> # test_stat <- respondent_candidate_data[,
> #   .(candidate, electability_last,
> #     win = as.numeric(ranking >= 7))][,
> #       mean(win[electability_last == 1]) - mean(win[electability_last == 0]),
> #       candidate][, sum(V1^2)]
> # 1-mean(test_stat > perms)
> #
> #
> #
> # set.seed(2)
> # perms <- sapply(1:1000, function(i) respondent_candidate_data[,
> #   .(candidate, electability_last = sample(electability_last),
> #     win = as.numeric(ranking >=7))][,
> #   mean(win[electability_last == 1]) - mean(win[electability_last == 0]),
> #   candidate][, sum(V1^2)])
> # test_stat <- respondent_candidate_data[,
> #   .(candidate, electability_last,
> #     win = as.numeric(ranking >= 7))][,
> #       mean(win[electability_last == 1]) - mean(win[electability_last == 0]),
> #       candidate][, sum(V1^2)]
> # 1-mean(test_stat > perms)
> #
> #
> # perms <- sapply(1:1000, function(i) respondent_candidate_data[,
> #   .(candidate, electability_last = sample(electability_last),
> #     win = as.numeric(ranking <= 1))][,
> #       mean(win[electability_last == 1]) - mean(win[electability_last == 0]),
> #       candidate][, sum(V1^2)])
> # test_stat <- respondent_candidate_data[,
> #   .(candidate, electability_last,
> #     win = as.numeric(ranking <= 1))][,
> #       mean(win[electability_last == 1]) - mean(win[electability_last == 0]),
> #       candidate][, sum(V1^2)]
> # 1-mean(test_stat > perms)
> #
> # respondent_candidate_data[, .(
> #   mean_ranking = mean(ranking),
> #   mean_ranking_electability_last = mean(ranking[electability_last == 1]),
> #   mean_ranking_preferences_last = mean(ranking[electability_last == 0]),
> #   pct_first_choice_electability_last = mean(ranking[electability_last == 1] == 1),
> #   pct_first_choice_preferences_last = mean(ranking[electability_last == 0] == 1)
> # ), candidate][order(mean_ranking), .(candidate,
> #   mean_ranking = round(mean_ranking, 3),
> #   mean_ranking_electability_last = round(mean_ranking_electability_last, 3),
> #   mean_ranking_preferences_last = round(mean_ranking_preferences_last, 3),
> #   ranking_electability_last = rank(mean_ranking_electability_last),
> #   ranking_preferences_last = rank(mean_ranking_preferences_last),
> #   pct_first_choice_electability_last = round(pct_first_choice_electability_last, 3),
> #   pct_first_choice_preferences_last = round(pct_first_choice_preferences_last, 3),
> #   pct_first_choice_electability_last - pct_first_choice_preferences_last
> # )]
> 
> # set up environment ----
> library(data.table)

> library(ggplot2)

> library(cowplot)

> library(parallel)

> source("R/00-functions.R")

> load("data/analysis_data.RData")

> RNGkind("L'Ecuyer-CMRG")

> set.seed(356024460)

> # regressions ----
> #   heterogeneity by gender ----
> fmla_list <- list(-ranking ~ electability_last * candidate - electability_last - 1)

> #     main dataset ----
> data_main <- respondent_candidate_data[main == 1]

> id_main <- data_main[, unique(subject_id)]

> n_main <- length(id_main)

> data_list_main <- lapply(id_main, function(i) {
+   data_main[subject_id == i]
+ })

> models_main <- lapply(fmla_list, lm, data = data_main)

> boot <- function(i) {
+   boot_ids <- sample(n_main, n_main, replace = TRUE)
+   boot_data <- rbindlist(lapply(boot_ids, function(i) {
+     data_list_main[[i]]
+   }))
+   boot_models <- lapply(fmla_list, lm, data = boot_data)
+   lapply(boot_models, coef)
+ }

> boots_main <- mclapply(1:1000, boot, mc.cores = 6)

> boot_coefs_main <- rbindlist(lapply(boots_main, function(y) as.data.table(rbind(y[[1]]))))

> probs <- c(.025, .975)

> boot_coefs_main[, round(quantile(`electability_last:candidateBiden`, probs), 1)]
 2.5% 97.5% 
 -0.1   0.4 

> boot_coefs_main[, round(quantile(`electability_last:candidateBloomberg`, probs), 1)]
 2.5% 97.5% 
 -0.3   0.3 

> boot_coefs_main[, round(quantile(`electability_last:candidateButtigieg`, probs), 1)]
 2.5% 97.5% 
 -0.4   0.1 

> boot_coefs_main[, round(quantile(`electability_last:candidateKlobuchar`, probs), 1)]
 2.5% 97.5% 
 -0.5  -0.1 

> boot_coefs_main[, round(quantile(`electability_last:candidateSanders`, probs), 1)]
 2.5% 97.5% 
 -0.1   0.4 

> boot_coefs_main[, round(quantile(`electability_last:candidateWarren`, probs), 1)]
 2.5% 97.5% 
 -0.3   0.1 

> boot_coefs_main[, round(quantile(`electability_last:candidateYang`, probs), 1)]
 2.5% 97.5% 
 -0.1   0.4 
